Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 14458 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.7 MiB |
| Average record size in memory | 120.0 B |
Variable types
| Numeric | 12 |
|---|---|
| Categorical | 3 |
TIME is highly correlated with S and 13 other fields | High correlation |
S is highly correlated with TIME and 13 other fields | High correlation |
T1 is highly correlated with TIME and 13 other fields | High correlation |
T4 is highly correlated with TIME and 13 other fields | High correlation |
T5 is highly correlated with TIME and 13 other fields | High correlation |
T6 is highly correlated with TIME and 13 other fields | High correlation |
T7 is highly correlated with TIME and 13 other fields | High correlation |
T9 is highly correlated with TIME and 13 other fields | High correlation |
T10 is highly correlated with TIME and 13 other fields | High correlation |
T11 is highly correlated with TIME and 13 other fields | High correlation |
T12 is highly correlated with TIME and 13 other fields | High correlation |
Z is highly correlated with TIME and 13 other fields | High correlation |
T2 is highly correlated with TIME and 13 other fields | High correlation |
T3 is highly correlated with TIME and 13 other fields | High correlation |
T8 is highly correlated with TIME and 13 other fields | High correlation |
TIME is uniformly distributed | Uniform |
TIME has unique values | Unique |
S has 5097 (35.3%) zeros | Zeros |
Reproduction
| Analysis started | 2022-11-11 03:27:41.072068 |
|---|---|
| Analysis finished | 2022-11-11 03:27:49.424008 |
| Duration | 8.35 seconds |
| Software version | pandas-profiling v3.4.0 |
| Download configuration | config.json |
| Distinct | 14458 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 602.375 |
| Minimum | 0 |
|---|---|
| Maximum | 1204.75 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 113.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 60.2375 |
| Q1 | 301.1875 |
| median | 602.375 |
| Q3 | 903.5625 |
| 95-th percentile | 1144.5125 |
| Maximum | 1204.75 |
| Range | 1204.75 |
| Interquartile range (IQR) | 602.375 |
Descriptive statistics
| Standard deviation | 347.8174526 |
|---|---|
| Coefficient of variation (CV) | 0.5774101724 |
| Kurtosis | -1.2 |
| Mean | 602.375 |
| Median Absolute Deviation (MAD) | 301.2083333 |
| Skewness | 1.003477988 × 10-16 |
| Sum | 8709137.75 |
| Variance | 120976.9803 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 800.0833333 | 1 | < 0.1% |
| 802.5833333 | 1 | < 0.1% |
| 802.6666667 | 1 | < 0.1% |
| 802.75 | 1 | < 0.1% |
| 802.8333333 | 1 | < 0.1% |
| 802.9166667 | 1 | < 0.1% |
| 803 | 1 | < 0.1% |
| 803.0833333 | 1 | < 0.1% |
| 803.1666667 | 1 | < 0.1% |
| Other values (14448) | 14448 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.08333333333 | 1 | |
| 0.1666666667 | 1 | |
| 0.25 | 1 | |
| 0.3333333333 | 1 | |
| 0.4166666667 | 1 | |
| 0.5 | 1 | |
| 0.5833333333 | 1 | |
| 0.6666666667 | 1 | |
| 0.75 | 1 |
| Value | Count | Frequency (%) |
| 1204.75 | 1 | |
| 1204.666667 | 1 | |
| 1204.583333 | 1 | |
| 1204.5 | 1 | |
| 1204.416667 | 1 | |
| 1204.333333 | 1 | |
| 1204.25 | 1 | |
| 1204.166667 | 1 | |
| 1204.083333 | 1 | |
| 1204 | 1 |
| Distinct | 33 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7364.928413 |
| Minimum | 0 |
|---|---|
| Maximum | 20001 |
| Zeros | 5097 |
| Zeros (%) | 35.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 113.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 6000 |
| Q3 | 14000 |
| 95-th percentile | 18000 |
| Maximum | 20001 |
| Range | 20001 |
| Interquartile range (IQR) | 14000 |
Descriptive statistics
| Standard deviation | 6932.233711 |
|---|---|
| Coefficient of variation (CV) | 0.9412492996 |
| Kurtosis | -1.371286945 |
| Mean | 7364.928413 |
| Median Absolute Deviation (MAD) | 6000 |
| Skewness | 0.325572542 |
| Sum | 106482135 |
| Variance | 48055864.22 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=33)
| Value | Count | Frequency (%) |
| 0 | 5097 | |
| 15999 | 1438 | 9.9% |
| 14000 | 1200 | 8.3% |
| 8000 | 1113 | 7.7% |
| 12001 | 719 | 5.0% |
| 6000 | 719 | 5.0% |
| 9998 | 719 | 5.0% |
| 18000 | 700 | 4.8% |
| 3999 | 685 | 4.7% |
| 20001 | 563 | 3.9% |
| Other values (23) | 1505 | 10.4% |
| Value | Count | Frequency (%) |
| 0 | 5097 | |
| 6 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| 25 | 1 | < 0.1% |
| 47 | 1 | < 0.1% |
| 110 | 1 | < 0.1% |
| 1519 | 1 | < 0.1% |
| 1998 | 160 | 1.1% |
| 2000 | 559 | 3.9% |
| 3344 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 20001 | 563 | 3.9% |
| 19999 | 156 | 1.1% |
| 18000 | 700 | |
| 17998 | 18 | 0.1% |
| 17150 | 1 | < 0.1% |
| 15999 | 1438 | |
| 14827 | 1 | < 0.1% |
| 14000 | 1200 | |
| 13999 | 237 | 1.6% |
| 13968 | 1 | < 0.1% |
| Distinct | 51 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.46821483 |
| Minimum | 24.7 |
|---|---|
| Maximum | 27.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 113.1 KiB |
Quantile statistics
| Minimum | 24.7 |
|---|---|
| 5-th percentile | 24.8 |
| Q1 | 24.9 |
| median | 25.2 |
| Q3 | 26 |
| 95-th percentile | 26.7 |
| Maximum | 27.2 |
| Range | 2.5 |
| Interquartile range (IQR) | 1.1 |
Descriptive statistics
| Standard deviation | 0.684685873 |
|---|---|
| Coefficient of variation (CV) | 0.02688393661 |
| Kurtosis | -0.2545791466 |
| Mean | 25.46821483 |
| Median Absolute Deviation (MAD) | 0.4 |
| Skewness | 0.8900117345 |
| Sum | 368219.45 |
| Variance | 0.4687947447 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 24.8 | 2368 | |
| 24.9 | 2246 | |
| 25 | 1181 | 8.2% |
| 25.1 | 960 | 6.6% |
| 25.5 | 856 | 5.9% |
| 26 | 627 | 4.3% |
| 26.4 | 605 | 4.2% |
| 26.1 | 564 | 3.9% |
| 26.7 | 553 | 3.8% |
| 25.8 | 543 | 3.8% |
| Other values (41) | 3955 |
| Value | Count | Frequency (%) |
| 24.7 | 270 | 1.9% |
| 24.75 | 1 | < 0.1% |
| 24.8 | 2368 | |
| 24.85 | 20 | 0.1% |
| 24.9 | 2246 | |
| 24.95 | 24 | 0.2% |
| 25 | 1181 | |
| 25.05 | 22 | 0.2% |
| 25.1 | 960 | |
| 25.15 | 20 | 0.1% |
| Value | Count | Frequency (%) |
| 27.2 | 475 | |
| 27.15 | 2 | < 0.1% |
| 27.1 | 111 | 0.8% |
| 27.05 | 2 | < 0.1% |
| 27 | 40 | 0.3% |
| 26.95 | 1 | < 0.1% |
| 26.9 | 31 | 0.2% |
| 26.85 | 1 | < 0.1% |
| 26.8 | 6 | < 0.1% |
| 26.75 | 2 | < 0.1% |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 113.1 KiB |
| 24.7 | |
|---|---|
| 24.8 | |
| 24.6 | |
| 24.9 | |
| 24.5 | 690 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 57832 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 24.7 |
|---|---|
| 2nd row | 24.7 |
| 3rd row | 24.7 |
| 4th row | 24.7 |
| 5th row | 24.7 |
Common Values
| Value | Count | Frequency (%) |
| 24.7 | 7992 | |
| 24.8 | 3123 | 21.6% |
| 24.6 | 1387 | 9.6% |
| 24.9 | 1266 | 8.8% |
| 24.5 | 690 | 4.8% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| 24.7 | 7992 | |
| 24.8 | 3123 | 21.6% |
| 24.6 | 1387 | 9.6% |
| 24.9 | 1266 | 8.8% |
| 24.5 | 690 | 4.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 14458 | |
| 4 | 14458 | |
| . | 14458 | |
| 7 | 7992 | |
| 8 | 3123 | 5.4% |
| 6 | 1387 | 2.4% |
| 9 | 1266 | 2.2% |
| 5 | 690 | 1.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 43374 | |
| Other Punctuation | 14458 | 25.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 14458 | |
| 4 | 14458 | |
| 7 | 7992 | |
| 8 | 3123 | 7.2% |
| 6 | 1387 | 3.2% |
| 9 | 1266 | 2.9% |
| 5 | 690 | 1.6% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 14458 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 57832 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 14458 | |
| 4 | 14458 | |
| . | 14458 | |
| 7 | 7992 | |
| 8 | 3123 | 5.4% |
| 6 | 1387 | 2.4% |
| 9 | 1266 | 2.2% |
| 5 | 690 | 1.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 57832 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 14458 | |
| 4 | 14458 | |
| . | 14458 | |
| 7 | 7992 | |
| 8 | 3123 | 5.4% |
| 6 | 1387 | 2.4% |
| 9 | 1266 | 2.2% |
| 5 | 690 | 1.2% |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 113.1 KiB |
| 24.7 | |
|---|---|
| 24.8 | |
| 24.6 | |
| 24.5 | |
| 24.4 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 57832 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 24.8 |
|---|---|
| 2nd row | 24.8 |
| 3rd row | 24.8 |
| 4th row | 24.8 |
| 5th row | 24.8 |
Common Values
| Value | Count | Frequency (%) |
| 24.7 | 6284 | |
| 24.8 | 4664 | |
| 24.6 | 2104 | 14.6% |
| 24.5 | 711 | 4.9% |
| 24.4 | 695 | 4.8% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| 24.7 | 6284 | |
| 24.8 | 4664 | |
| 24.6 | 2104 | 14.6% |
| 24.5 | 711 | 4.9% |
| 24.4 | 695 | 4.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 15153 | |
| 2 | 14458 | |
| . | 14458 | |
| 7 | 6284 | |
| 8 | 4664 | 8.1% |
| 6 | 2104 | 3.6% |
| 5 | 711 | 1.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 43374 | |
| Other Punctuation | 14458 | 25.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 15153 | |
| 2 | 14458 | |
| 7 | 6284 | |
| 8 | 4664 | 10.8% |
| 6 | 2104 | 4.9% |
| 5 | 711 | 1.6% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 14458 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 57832 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 15153 | |
| 2 | 14458 | |
| . | 14458 | |
| 7 | 6284 | |
| 8 | 4664 | 8.1% |
| 6 | 2104 | 3.6% |
| 5 | 711 | 1.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 57832 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 15153 | |
| 2 | 14458 | |
| . | 14458 | |
| 7 | 6284 | |
| 8 | 4664 | 8.1% |
| 6 | 2104 | 3.6% |
| 5 | 711 | 1.2% |
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.98234887 |
| Minimum | 24.6 |
|---|---|
| Maximum | 25.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 113.1 KiB |
Quantile statistics
| Minimum | 24.6 |
|---|---|
| 5-th percentile | 24.6 |
| Q1 | 24.7 |
| median | 25 |
| Q3 | 25.2 |
| 95-th percentile | 25.3 |
| Maximum | 25.5 |
| Range | 0.9 |
| Interquartile range (IQR) | 0.5 |
Descriptive statistics
| Standard deviation | 0.2407901602 |
|---|---|
| Coefficient of variation (CV) | 0.009638411561 |
| Kurtosis | -1.128902992 |
| Mean | 24.98234887 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | -0.1524440832 |
| Sum | 361194.8 |
| Variance | 0.05797990124 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 25.2 | 2622 | |
| 25.1 | 2484 | |
| 24.7 | 2160 | |
| 25 | 1811 | |
| 24.6 | 1660 | |
| 25.3 | 1218 | |
| 24.9 | 1037 | 7.2% |
| 24.8 | 967 | 6.7% |
| 25.4 | 338 | 2.3% |
| 25.5 | 161 | 1.1% |
| Value | Count | Frequency (%) |
| 24.6 | 1660 | |
| 24.7 | 2160 | |
| 24.8 | 967 | 6.7% |
| 24.9 | 1037 | 7.2% |
| 25 | 1811 | |
| 25.1 | 2484 | |
| 25.2 | 2622 | |
| 25.3 | 1218 | |
| 25.4 | 338 | 2.3% |
| 25.5 | 161 | 1.1% |
| Value | Count | Frequency (%) |
| 25.5 | 161 | 1.1% |
| 25.4 | 338 | 2.3% |
| 25.3 | 1218 | |
| 25.2 | 2622 | |
| 25.1 | 2484 | |
| 25 | 1811 | |
| 24.9 | 1037 | 7.2% |
| 24.8 | 967 | 6.7% |
| 24.7 | 2160 | |
| 24.6 | 1660 |
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.0445359 |
| Minimum | 24.8 |
|---|---|
| Maximum | 25.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 113.1 KiB |
Quantile statistics
| Minimum | 24.8 |
|---|---|
| 5-th percentile | 24.8 |
| Q1 | 24.8 |
| median | 25 |
| Q3 | 25.3 |
| 95-th percentile | 25.4 |
| Maximum | 25.4 |
| Range | 0.6 |
| Interquartile range (IQR) | 0.5 |
Descriptive statistics
| Standard deviation | 0.2138901657 |
|---|---|
| Coefficient of variation (CV) | 0.008540392465 |
| Kurtosis | -1.444828368 |
| Mean | 25.0445359 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | 0.2055811437 |
| Sum | 362093.9 |
| Variance | 0.04574900297 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 24.8 | 4669 | |
| 25.3 | 2997 | |
| 25 | 2109 | |
| 25.1 | 1567 | 10.8% |
| 25.2 | 1055 | 7.3% |
| 25.4 | 1034 | 7.2% |
| 24.9 | 1027 | 7.1% |
| Value | Count | Frequency (%) |
| 24.8 | 4669 | |
| 24.9 | 1027 | 7.1% |
| 25 | 2109 | |
| 25.1 | 1567 | 10.8% |
| 25.2 | 1055 | 7.3% |
| 25.3 | 2997 | |
| 25.4 | 1034 | 7.2% |
| Value | Count | Frequency (%) |
| 25.4 | 1034 | 7.2% |
| 25.3 | 2997 | |
| 25.2 | 1055 | 7.3% |
| 25.1 | 1567 | 10.8% |
| 25 | 2109 | |
| 24.9 | 1027 | 7.1% |
| 24.8 | 4669 |
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.9175543 |
| Minimum | 24.6 |
|---|---|
| Maximum | 25.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 113.1 KiB |
Quantile statistics
| Minimum | 24.6 |
|---|---|
| 5-th percentile | 24.6 |
| Q1 | 24.7 |
| median | 24.9 |
| Q3 | 25.1 |
| 95-th percentile | 25.3 |
| Maximum | 25.3 |
| Range | 0.7 |
| Interquartile range (IQR) | 0.4 |
Descriptive statistics
| Standard deviation | 0.2040376687 |
|---|---|
| Coefficient of variation (CV) | 0.008188511052 |
| Kurtosis | -0.9668382218 |
| Mean | 24.9175543 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | 0.2932079583 |
| Sum | 360258 |
| Variance | 0.04163137026 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 24.7 | 2640 | |
| 24.8 | 2635 | |
| 25 | 2200 | |
| 24.9 | 1939 | |
| 25.1 | 1569 | |
| 25.2 | 1309 | |
| 25.3 | 1098 | |
| 24.6 | 1068 |
| Value | Count | Frequency (%) |
| 24.6 | 1068 | |
| 24.7 | 2640 | |
| 24.8 | 2635 | |
| 24.9 | 1939 | |
| 25 | 2200 | |
| 25.1 | 1569 | |
| 25.2 | 1309 | |
| 25.3 | 1098 |
| Value | Count | Frequency (%) |
| 25.3 | 1098 | |
| 25.2 | 1309 | |
| 25.1 | 1569 | |
| 25 | 2200 | |
| 24.9 | 1939 | |
| 24.8 | 2635 | |
| 24.7 | 2640 | |
| 24.6 | 1068 |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.65045649 |
| Minimum | 24.3 |
|---|---|
| Maximum | 24.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 113.1 KiB |
Quantile statistics
| Minimum | 24.3 |
|---|---|
| 5-th percentile | 24.4 |
| Q1 | 24.6 |
| median | 24.7 |
| Q3 | 24.7 |
| 95-th percentile | 24.8 |
| Maximum | 24.8 |
| Range | 0.5 |
| Interquartile range (IQR) | 0.1 |
Descriptive statistics
| Standard deviation | 0.1276424339 |
|---|---|
| Coefficient of variation (CV) | 0.005178096152 |
| Kurtosis | 0.8056637847 |
| Mean | 24.65045649 |
| Median Absolute Deviation (MAD) | 0.1 |
| Skewness | -1.141082456 |
| Sum | 356396.3 |
| Variance | 0.01629259093 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 24.7 | 6791 | |
| 24.8 | 2611 | 18.1% |
| 24.6 | 2328 | 16.1% |
| 24.5 | 1389 | 9.6% |
| 24.4 | 688 | 4.8% |
| 24.3 | 651 | 4.5% |
| Value | Count | Frequency (%) |
| 24.3 | 651 | 4.5% |
| 24.4 | 688 | 4.8% |
| 24.5 | 1389 | 9.6% |
| 24.6 | 2328 | 16.1% |
| 24.7 | 6791 | |
| 24.8 | 2611 | 18.1% |
| Value | Count | Frequency (%) |
| 24.8 | 2611 | 18.1% |
| 24.7 | 6791 | |
| 24.6 | 2328 | 16.1% |
| 24.5 | 1389 | 9.6% |
| 24.4 | 688 | 4.8% |
| 24.3 | 651 | 4.5% |
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 113.1 KiB |
| 24.7 | |
|---|---|
| 24.8 | |
| 24.6 | |
| 24.9 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 57832 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 24.6 |
|---|---|
| 2nd row | 24.6 |
| 3rd row | 24.6 |
| 4th row | 24.6 |
| 5th row | 24.6 |
Common Values
| Value | Count | Frequency (%) |
| 24.7 | 5004 | |
| 24.8 | 4698 | |
| 24.6 | 3370 | |
| 24.9 | 1386 | 9.6% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| 24.7 | 5004 | |
| 24.8 | 4698 | |
| 24.6 | 3370 | |
| 24.9 | 1386 | 9.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 14458 | |
| 4 | 14458 | |
| . | 14458 | |
| 7 | 5004 | 8.7% |
| 8 | 4698 | 8.1% |
| 6 | 3370 | 5.8% |
| 9 | 1386 | 2.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 43374 | |
| Other Punctuation | 14458 | 25.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 14458 | |
| 4 | 14458 | |
| 7 | 5004 | 11.5% |
| 8 | 4698 | 10.8% |
| 6 | 3370 | 7.8% |
| 9 | 1386 | 3.2% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 14458 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 57832 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 14458 | |
| 4 | 14458 | |
| . | 14458 | |
| 7 | 5004 | 8.7% |
| 8 | 4698 | 8.1% |
| 6 | 3370 | 5.8% |
| 9 | 1386 | 2.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 57832 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 14458 | |
| 4 | 14458 | |
| . | 14458 | |
| 7 | 5004 | 8.7% |
| 8 | 4698 | 8.1% |
| 6 | 3370 | 5.8% |
| 9 | 1386 | 2.4% |
| Distinct | 81 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.66266427 |
| Minimum | 25.3 |
|---|---|
| Maximum | 29.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 113.1 KiB |
Quantile statistics
| Minimum | 25.3 |
|---|---|
| 5-th percentile | 25.5 |
| Q1 | 26.9 |
| median | 28.15 |
| Q3 | 28.6 |
| 95-th percentile | 28.9 |
| Maximum | 29.3 |
| Range | 4 |
| Interquartile range (IQR) | 1.7 |
Descriptive statistics
| Standard deviation | 1.205836954 |
|---|---|
| Coefficient of variation (CV) | 0.04359077427 |
| Kurtosis | -0.8463567792 |
| Mean | 27.66266427 |
| Median Absolute Deviation (MAD) | 0.55 |
| Skewness | -0.8403044435 |
| Sum | 399946.8 |
| Variance | 1.454042759 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 28.5 | 1106 | 7.6% |
| 28.6 | 932 | 6.4% |
| 28.7 | 845 | 5.8% |
| 28.4 | 801 | 5.5% |
| 28.3 | 747 | 5.2% |
| 25.8 | 670 | 4.6% |
| 28.8 | 644 | 4.5% |
| 25.5 | 610 | 4.2% |
| 27.5 | 592 | 4.1% |
| 28.9 | 532 | 3.7% |
| Other values (71) | 6979 |
| Value | Count | Frequency (%) |
| 25.3 | 84 | 0.6% |
| 25.35 | 15 | 0.1% |
| 25.4 | 470 | |
| 25.45 | 20 | 0.1% |
| 25.5 | 610 | |
| 25.55 | 19 | 0.1% |
| 25.6 | 370 | |
| 25.65 | 12 | 0.1% |
| 25.7 | 348 | |
| 25.75 | 29 | 0.2% |
| Value | Count | Frequency (%) |
| 29.3 | 29 | 0.2% |
| 29.25 | 4 | < 0.1% |
| 29.2 | 70 | 0.5% |
| 29.15 | 8 | 0.1% |
| 29.1 | 207 | 1.4% |
| 29.05 | 25 | 0.2% |
| 29 | 275 | |
| 28.95 | 27 | 0.2% |
| 28.9 | 532 | |
| 28.85 | 27 | 0.2% |
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.80609351 |
| Minimum | 24.3 |
|---|---|
| Maximum | 25.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 113.1 KiB |
Quantile statistics
| Minimum | 24.3 |
|---|---|
| 5-th percentile | 24.4 |
| Q1 | 24.6 |
| median | 24.9 |
| Q3 | 25 |
| 95-th percentile | 25.1 |
| Maximum | 25.3 |
| Range | 1 |
| Interquartile range (IQR) | 0.4 |
Descriptive statistics
| Standard deviation | 0.2279758002 |
|---|---|
| Coefficient of variation (CV) | 0.00919031447 |
| Kurtosis | -0.871427661 |
| Mean | 24.80609351 |
| Median Absolute Deviation (MAD) | 0.1 |
| Skewness | -0.2648418142 |
| Sum | 358646.5 |
| Variance | 0.05197296545 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 24.9 | 3123 | |
| 25 | 2357 | |
| 24.8 | 1939 | |
| 24.5 | 1886 | |
| 24.6 | 1664 | |
| 25.1 | 1346 | |
| 24.7 | 686 | 4.7% |
| 24.4 | 679 | 4.7% |
| 25.2 | 456 | 3.2% |
| 24.3 | 204 | 1.4% |
| Value | Count | Frequency (%) |
| 24.3 | 204 | 1.4% |
| 24.4 | 679 | 4.7% |
| 24.5 | 1886 | |
| 24.6 | 1664 | |
| 24.7 | 686 | 4.7% |
| 24.8 | 1939 | |
| 24.9 | 3123 | |
| 25 | 2357 | |
| 25.1 | 1346 | |
| 25.2 | 456 | 3.2% |
| Value | Count | Frequency (%) |
| 25.3 | 118 | 0.8% |
| 25.2 | 456 | 3.2% |
| 25.1 | 1346 | |
| 25 | 2357 | |
| 24.9 | 3123 | |
| 24.8 | 1939 | |
| 24.7 | 686 | 4.7% |
| 24.6 | 1664 | |
| 24.5 | 1886 | |
| 24.4 | 679 | 4.7% |
| Distinct | 21 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.9544612 |
| Minimum | 23.9 |
|---|---|
| Maximum | 25.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 113.1 KiB |
Quantile statistics
| Minimum | 23.9 |
|---|---|
| 5-th percentile | 24.1 |
| Q1 | 24.5 |
| median | 25.1 |
| Q3 | 25.3 |
| 95-th percentile | 25.6 |
| Maximum | 25.9 |
| Range | 2 |
| Interquartile range (IQR) | 0.8 |
Descriptive statistics
| Standard deviation | 0.4965494308 |
|---|---|
| Coefficient of variation (CV) | 0.01989822288 |
| Kurtosis | -0.9759190369 |
| Mean | 24.9544612 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | -0.4368253515 |
| Sum | 360791.6 |
| Variance | 0.2465613373 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 25.2 | 1802 | |
| 25.3 | 1514 | |
| 25.1 | 1499 | |
| 24.2 | 1423 | |
| 25 | 1350 | |
| 25.5 | 985 | 6.8% |
| 24.3 | 928 | 6.4% |
| 25.4 | 872 | 6.0% |
| 25.6 | 617 | 4.3% |
| 24.1 | 593 | 4.1% |
| Other values (11) | 2875 |
| Value | Count | Frequency (%) |
| 23.9 | 88 | 0.6% |
| 24 | 160 | 1.1% |
| 24.1 | 593 | |
| 24.2 | 1423 | |
| 24.3 | 928 | |
| 24.4 | 394 | 2.7% |
| 24.5 | 230 | 1.6% |
| 24.6 | 420 | 2.9% |
| 24.7 | 274 | 1.9% |
| 24.8 | 195 | 1.3% |
| Value | Count | Frequency (%) |
| 25.9 | 142 | 1.0% |
| 25.8 | 165 | 1.1% |
| 25.7 | 257 | 1.8% |
| 25.6 | 617 | 4.3% |
| 25.5 | 985 | |
| 25.4 | 872 | |
| 25.3 | 1514 | |
| 25.2 | 1802 | |
| 25.1 | 1499 | |
| 25 | 1350 |
| Distinct | 23 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.85858348 |
| Minimum | 23.6 |
|---|---|
| Maximum | 25.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 113.1 KiB |
Quantile statistics
| Minimum | 23.6 |
|---|---|
| 5-th percentile | 24 |
| Q1 | 24.4 |
| median | 25 |
| Q3 | 25.2 |
| 95-th percentile | 25.4 |
| Maximum | 25.8 |
| Range | 2.2 |
| Interquartile range (IQR) | 0.8 |
Descriptive statistics
| Standard deviation | 0.4979003983 |
|---|---|
| Coefficient of variation (CV) | 0.02002931497 |
| Kurtosis | -0.9385053007 |
| Mean | 24.85858348 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | -0.6138731419 |
| Sum | 359405.4 |
| Variance | 0.2479048066 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 25.1 | 2053 | |
| 25.2 | 1918 | |
| 25 | 1523 | |
| 24.1 | 1429 | |
| 25.4 | 1249 | |
| 25.3 | 1115 | |
| 24.9 | 1100 | |
| 24.2 | 961 | |
| 24 | 698 | 4.8% |
| 25.5 | 372 | 2.6% |
| Other values (13) | 2040 |
| Value | Count | Frequency (%) |
| 23.6 | 30 | 0.2% |
| 23.7 | 69 | 0.5% |
| 23.8 | 20 | 0.1% |
| 23.9 | 175 | 1.2% |
| 24 | 698 | |
| 24.1 | 1429 | |
| 24.2 | 961 | |
| 24.3 | 214 | 1.5% |
| 24.4 | 285 | 2.0% |
| 24.5 | 290 | 2.0% |
| Value | Count | Frequency (%) |
| 25.8 | 25 | 0.2% |
| 25.7 | 152 | 1.1% |
| 25.6 | 146 | 1.0% |
| 25.5 | 372 | 2.6% |
| 25.4 | 1249 | |
| 25.3 | 1115 | |
| 25.2 | 1918 | |
| 25.1 | 2053 | |
| 25 | 1523 | |
| 24.9 | 1100 |
| Distinct | 150 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47.74292807 |
| Minimum | 0 |
|---|---|
| Maximum | 82.875 |
| Zeros | 15 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 113.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 13.406 |
| Q1 | 37.781 |
| median | 48.75 |
| Q3 | 58.5 |
| 95-th percentile | 73.125 |
| Maximum | 82.875 |
| Range | 82.875 |
| Interquartile range (IQR) | 20.719 |
Descriptive statistics
| Standard deviation | 16.38304933 |
|---|---|
| Coefficient of variation (CV) | 0.3431513313 |
| Kurtosis | 0.1178391531 |
| Mean | 47.74292807 |
| Median Absolute Deviation (MAD) | 9.75 |
| Skewness | -0.3825185732 |
| Sum | 690267.254 |
| Variance | 268.4043052 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 48.75 | 699 | 4.8% |
| 47.531 | 649 | 4.5% |
| 45.093 | 522 | 3.6% |
| 46.312 | 496 | 3.4% |
| 43.875 | 475 | 3.3% |
| 52.406 | 444 | 3.1% |
| 35.343 | 415 | 2.9% |
| 64.593 | 391 | 2.7% |
| 53.625 | 387 | 2.7% |
| 31.687 | 357 | 2.5% |
| Other values (140) | 9623 |
| Value | Count | Frequency (%) |
| 0 | 15 | 0.1% |
| 1.2185 | 1 | < 0.1% |
| 4.8745 | 1 | < 0.1% |
| 6.7025 | 2 | < 0.1% |
| 7.312 | 46 | |
| 7.9215 | 15 | 0.1% |
| 8.531 | 50 | |
| 9.1405 | 2 | < 0.1% |
| 9.75 | 35 | |
| 10.359 | 26 |
| Value | Count | Frequency (%) |
| 82.875 | 12 | 0.1% |
| 82.2655 | 11 | 0.1% |
| 81.656 | 213 | |
| 81.0465 | 85 | 0.6% |
| 80.437 | 144 | |
| 79.8275 | 22 | 0.2% |
| 79.218 | 42 | 0.3% |
| 78.609 | 8 | 0.1% |
| 78 | 42 | 0.3% |
| 77.3905 | 1 | < 0.1% |
Auto
The auto setting is an easily interpretable pairwise column metric of the following mapping: vartype-vartype : method, categorical-categorical : Cramer's V, numerical-categorical : Cramer's V (using a discretized numerical column), numerical-numerical : Spearman's ρ. This configuration uses the best suitable for each pair of columns.Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| TIME | S | T1 | T2 | T3 | T4 | T5 | T6 | T7 | T8 | T9 | T10 | T11 | T12 | Z | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.000000 | 0 | 24.7 | 24.7 | 24.8 | 24.7 | 24.9 | 25.3 | 24.7 | 24.6 | 25.55 | 24.3 | 23.9 | 23.6 | 0.0 |
| 1 | 0.083333 | 0 | 24.7 | 24.7 | 24.8 | 24.7 | 24.9 | 25.3 | 24.7 | 24.6 | 25.50 | 24.3 | 23.9 | 23.6 | 0.0 |
| 2 | 0.166667 | 0 | 24.7 | 24.7 | 24.8 | 24.7 | 24.9 | 25.3 | 24.7 | 24.6 | 25.50 | 24.3 | 23.9 | 23.6 | 0.0 |
| 3 | 0.250000 | 0 | 24.7 | 24.7 | 24.8 | 24.7 | 24.9 | 25.3 | 24.7 | 24.6 | 25.50 | 24.3 | 23.9 | 23.6 | 0.0 |
| 4 | 0.333333 | 0 | 24.7 | 24.7 | 24.8 | 24.7 | 24.9 | 25.3 | 24.7 | 24.6 | 25.50 | 24.3 | 23.9 | 23.6 | 0.0 |
| 5 | 0.416667 | 0 | 24.7 | 24.7 | 24.8 | 24.7 | 24.9 | 25.3 | 24.7 | 24.6 | 25.50 | 24.3 | 23.9 | 23.6 | 0.0 |
| 6 | 0.500000 | 0 | 24.7 | 24.7 | 24.8 | 24.7 | 24.9 | 25.3 | 24.7 | 24.6 | 25.50 | 24.3 | 23.9 | 23.6 | 0.0 |
| 7 | 0.583333 | 0 | 24.7 | 24.7 | 24.8 | 24.7 | 24.9 | 25.3 | 24.7 | 24.6 | 25.50 | 24.3 | 23.9 | 23.6 | 0.0 |
| 8 | 0.666667 | 0 | 24.7 | 24.7 | 24.8 | 24.7 | 24.9 | 25.3 | 24.7 | 24.6 | 25.50 | 24.3 | 23.9 | 23.6 | 0.0 |
| 9 | 0.750000 | 0 | 24.7 | 24.7 | 24.8 | 24.7 | 24.9 | 25.3 | 24.7 | 24.6 | 25.50 | 24.3 | 23.9 | 23.6 | 0.0 |
Last rows
| TIME | S | T1 | T2 | T3 | T4 | T5 | T6 | T7 | T8 | T9 | T10 | T11 | T12 | Z | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14448 | 1204.000000 | 0 | 24.8 | 24.9 | 24.8 | 25.1 | 25.4 | 25.3 | 24.8 | 24.8 | 27.5 | 25.0 | 25.0 | 25.0 | 29.25 |
| 14449 | 1204.083333 | 0 | 24.8 | 24.9 | 24.8 | 25.1 | 25.4 | 25.3 | 24.8 | 24.8 | 27.5 | 25.0 | 25.0 | 25.0 | 29.25 |
| 14450 | 1204.166667 | 0 | 24.8 | 24.9 | 24.8 | 25.1 | 25.4 | 25.3 | 24.8 | 24.8 | 27.5 | 25.0 | 25.0 | 25.0 | 29.25 |
| 14451 | 1204.250000 | 0 | 24.8 | 24.9 | 24.8 | 25.1 | 25.4 | 25.3 | 24.8 | 24.8 | 27.5 | 25.0 | 25.0 | 25.0 | 29.25 |
| 14452 | 1204.333333 | 0 | 24.8 | 24.9 | 24.8 | 25.1 | 25.4 | 25.3 | 24.8 | 24.8 | 27.5 | 25.0 | 25.0 | 25.1 | 29.25 |
| 14453 | 1204.416667 | 0 | 24.8 | 24.9 | 24.8 | 25.1 | 25.4 | 25.3 | 24.8 | 24.8 | 27.5 | 25.0 | 25.0 | 25.1 | 29.25 |
| 14454 | 1204.500000 | 0 | 24.8 | 24.9 | 24.8 | 25.1 | 25.4 | 25.3 | 24.8 | 24.8 | 27.5 | 25.0 | 25.0 | 25.1 | 29.25 |
| 14455 | 1204.583333 | 0 | 24.8 | 24.9 | 24.8 | 25.1 | 25.4 | 25.3 | 24.8 | 24.8 | 27.5 | 25.0 | 25.0 | 25.0 | 29.25 |
| 14456 | 1204.666667 | 0 | 24.8 | 24.9 | 24.8 | 25.1 | 25.4 | 25.3 | 24.8 | 24.8 | 27.5 | 25.0 | 25.0 | 25.1 | 29.25 |
| 14457 | 1204.750000 | 0 | 24.8 | 24.9 | 24.8 | 25.1 | 25.4 | 25.3 | 24.8 | 24.8 | 27.5 | 25.0 | 25.0 | 25.1 | 29.25 |